diff --git a/autopilot/combinedattach.go b/autopilot/combinedattach.go
new file mode 100644
index 000000000..deaa4af89
--- /dev/null
+++ b/autopilot/combinedattach.go
@@ -0,0 +1,121 @@
+package autopilot
+
+import (
+	"fmt"
+
+	"github.com/btcsuite/btcutil"
+)
+
+// WeightedHeuristic is a tuple that associates a weight to an
+// AttachmentHeuristic. This is used to determining a node's final score when
+// querying several heuristics for scores.
+type WeightedHeuristic struct {
+	// Weight is this AttachmentHeuristic's relative weight factor. It
+	// should be between 0.0 and 1.0.
+	Weight float64
+
+	AttachmentHeuristic
+}
+
+// WeightedCombAttachment is an implementation of the AttachmentHeuristic
+// interface that combines the scores given by several sub-heuristics into one.
+type WeightedCombAttachment struct {
+	heuristics []*WeightedHeuristic
+}
+
+// NewWeightedCombAttachment creates a new instance of a WeightedCombAttachment.
+func NewWeightedCombAttachment(h ...*WeightedHeuristic) (
+	AttachmentHeuristic, error) {
+
+	// The sum of weights given to the sub-heuristics must sum to exactly
+	// 1.0.
+	var sum float64
+	for _, w := range h {
+		sum += w.Weight
+	}
+
+	if sum != 1.0 {
+		return nil, fmt.Errorf("weights MUST sum to 1.0 (was %v)", sum)
+	}
+
+	return &WeightedCombAttachment{
+		heuristics: h,
+	}, nil
+}
+
+// A compile time assertion to ensure WeightedCombAttachment meets the
+// AttachmentHeuristic interface.
+var _ AttachmentHeuristic = (*WeightedCombAttachment)(nil)
+
+// NodeScores is a method that given the current channel graph, current set of
+// local channels and funds available, scores the given nodes according to the
+// preference of opening a channel with them. The returned channel candidates
+// maps the NodeID to an attachment directive containing a score and a channel
+// size.
+//
+// The scores is determined by quering the set of sub-heuristics, then
+// combining these scores into a final score according to the active
+// configuration.
+//
+// The returned scores will be in the range [0, 1.0], where 0 indicates no
+// improvement in connectivity if a channel is opened to this node, while 1.0
+// is the maximum possible improvement in connectivity.
+//
+// NOTE: This is a part of the AttachmentHeuristic interface.
+func (c *WeightedCombAttachment) NodeScores(g ChannelGraph, chans []Channel,
+	chanSize btcutil.Amount, nodes map[NodeID]struct{}) (
+	map[NodeID]*NodeScore, error) {
+
+	// We now query each heuristic to determine the score they give to the
+	// nodes for the given channel size.
+	var subScores []map[NodeID]*NodeScore
+	for _, h := range c.heuristics {
+		s, err := h.NodeScores(
+			g, chans, chanSize, nodes,
+		)
+		if err != nil {
+			return nil, fmt.Errorf("unable to get sub score: %v",
+				err)
+		}
+
+		subScores = append(subScores, s)
+	}
+
+	// We combine the scores given by the sub-heuristics by using the
+	// heruistics' given weight factor.
+	scores := make(map[NodeID]*NodeScore)
+	for nID := range nodes {
+		score := &NodeScore{
+			NodeID: nID,
+		}
+
+		// Each sub-heuristic should have scored the node, if not it is
+		// implicitly given a zero score by that heuristic.
+		for i, h := range c.heuristics {
+			sub, ok := subScores[i][nID]
+			if !ok {
+				continue
+			}
+			// Use the heuristic's weight factor to determine of
+			// how much weight we should give to this particular
+			// score.
+			score.Score += h.Weight * sub.Score
+		}
+
+		switch {
+		// Instead of adding a node with score 0 to the returned set,
+		// we just skip it.
+		case score.Score == 0:
+			continue
+
+		// Sanity check the new score.
+		case score.Score < 0 || score.Score > 1.0:
+			return nil, fmt.Errorf("Invalid node score from "+
+				"combination: %v", score.Score)
+		}
+
+		scores[nID] = score
+	}
+
+	return scores, nil
+}